{"id":"W4406839997","doi":"10.1016/j.jik.2025.100653","title":"Prosumer: A new approach to conceptualisation","year":2025,"lang":"en","type":"article","venue":"Journal of Innovation & Knowledge","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Chicoutimi; Université du Québec à Chicoutimi","funders":"Mitacs","keywords":"Prosumer; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01377402,0.001698458,0.001265468,0.01605108,0.004077761,0.01838837,0.003183453,0.004472062,0.006708834],"category_scores_gemma":[0.01367959,0.0004527077,0.00143473,0.01214887,0.03049704,0.0306159,0.008672406,0.004978503,0.001086415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008695246,"about_ca_system_score_gemma":0.006231876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003724224,"about_ca_topic_score_gemma":0.002934844,"domain_scores_codex":[0.9874076,0.008496161,0.0007029764,0.0009997115,0.00185532,0.0005383134],"domain_scores_gemma":[0.9897995,0.007000986,0.0007494122,0.0007952976,0.001218582,0.0004362208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001280197,0.0000109972,0.0002879929,0.000262272,0.00001219209,0.0001337387,0.01639872,0.0002644246,0.0001061979,0.9704233,0.001211674,0.01087562],"study_design_scores_gemma":[0.00001067397,0.00004587736,0.0006942153,0.001551581,0.0000264439,0.0005369506,0.02616261,0.001649996,0.000214647,0.8040857,0.1649768,0.00004446718],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04955474,0.05805733,0.3532681,0.04658289,0.003404385,0.0006272264,0.0005545012,0.0003533138,0.4875976],"genre_scores_gemma":[0.8363432,0.02927464,0.1056352,0.005542148,0.001649849,0.001119537,0.0004304058,0.0002605885,0.01974439],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01838837,"threshold_uncertainty_score":0.07284486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05308714549355357,"score_gpt":0.2832971497145792,"score_spread":0.2302100042210256,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}